Evaluation of non‐Gaussian diffusion in cardiac MRI. Issue 3 (26th September 2016)
- Record Type:
- Journal Article
- Title:
- Evaluation of non‐Gaussian diffusion in cardiac MRI. Issue 3 (26th September 2016)
- Main Title:
- Evaluation of non‐Gaussian diffusion in cardiac MRI
- Authors:
- McClymont, Darryl
Teh, Irvin
Carruth, Eric
Omens, Jeffrey
McCulloch, Andrew
Whittington, Hannah J.
Kohl, Peter
Grau, Vicente
Schneider, Jürgen E. - Abstract:
- Abstract : Purpose: The diffusion tensor model assumes Gaussian diffusion and is widely applied in cardiac diffusion MRI. However, diffusion in biological tissue deviates from a Gaussian profile as a result of hindrance and restriction from cell and tissue microstructure, and may be quantified better by non‐Gaussian modeling. The aim of this study was to investigate non‐Gaussian diffusion in healthy and hypertrophic hearts. Methods: Thirteen rat hearts (five healthy, four sham, four hypertrophic) were imaged ex vivo. Diffusion‐weighted images were acquired at b‐values up to 10, 000 s/mm 2 . Models of diffusion were fit to the data and ranked based on the Akaike information criterion. Results: The diffusion tensor was ranked best at b‐values up to 2000 s/mm 2 but reflected the signal poorly in the high b‐value regime, in which the best model was a non‐Gaussian "beta distribution" model. Although there was considerable overlap in apparent diffusivities between the healthy, sham, and hypertrophic hearts, diffusion kurtosis and skewness in the hypertrophic hearts were more than 20% higher in the sheetlet and sheetlet‐normal directions. Conclusion: Non‐Gaussian diffusion models have a higher sensitivity for the detection of hypertrophy compared with the Gaussian model. In particular, diffusion kurtosis may serve as a useful biomarker for characterization of disease and remodeling in the heart. Magn Reson Med 78:1174–1186, 2017. © 2016 International Society for Magnetic ResonanceAbstract : Purpose: The diffusion tensor model assumes Gaussian diffusion and is widely applied in cardiac diffusion MRI. However, diffusion in biological tissue deviates from a Gaussian profile as a result of hindrance and restriction from cell and tissue microstructure, and may be quantified better by non‐Gaussian modeling. The aim of this study was to investigate non‐Gaussian diffusion in healthy and hypertrophic hearts. Methods: Thirteen rat hearts (five healthy, four sham, four hypertrophic) were imaged ex vivo. Diffusion‐weighted images were acquired at b‐values up to 10, 000 s/mm 2 . Models of diffusion were fit to the data and ranked based on the Akaike information criterion. Results: The diffusion tensor was ranked best at b‐values up to 2000 s/mm 2 but reflected the signal poorly in the high b‐value regime, in which the best model was a non‐Gaussian "beta distribution" model. Although there was considerable overlap in apparent diffusivities between the healthy, sham, and hypertrophic hearts, diffusion kurtosis and skewness in the hypertrophic hearts were more than 20% higher in the sheetlet and sheetlet‐normal directions. Conclusion: Non‐Gaussian diffusion models have a higher sensitivity for the detection of hypertrophy compared with the Gaussian model. In particular, diffusion kurtosis may serve as a useful biomarker for characterization of disease and remodeling in the heart. Magn Reson Med 78:1174–1186, 2017. © 2016 International Society for Magnetic Resonance in Medicine. … (more)
- Is Part Of:
- Magnetic resonance in medicine. Volume 78:Issue 3(2017)
- Journal:
- Magnetic resonance in medicine
- Issue:
- Volume 78:Issue 3(2017)
- Issue Display:
- Volume 78, Issue 3 (2017)
- Year:
- 2017
- Volume:
- 78
- Issue:
- 3
- Issue Sort Value:
- 2017-0078-0003-0000
- Page Start:
- 1174
- Page End:
- 1186
- Publication Date:
- 2016-09-26
- Subjects:
- cardiac MRI -- diffusion tensor imaging -- kurtosis -- non‐Gaussian -- hypertrophy -- tissue characterization
Nuclear magnetic resonance -- Periodicals
Electron paramagnetic resonance -- Periodicals
616.07548 - Journal URLs:
- http://onlinelibrary.wiley.com/journal/10.1002/(ISSN)1522-2594 ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1002/mrm.26466 ↗
- Languages:
- English
- ISSNs:
- 0740-3194
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 5337.798000
British Library DSC - BLDSS-3PM
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- 11515.xml